. Network data analysis helps in capturing node usage behavior. Existing algorithms use reduced feature set to manage high runtime complexity. Ignoring features may increase classification errors. This paper presents a model, allowing classification of network traffic, while considering all the relevant features. Learning phase partitions training sample on values of the respective features. This creates equivalence classes related to m features. During classification, each feature value of the test instance results in picking one set from equivalence class generated during (...) learning. Algorithm captures new behavior in semi-supervised incremental learning mode. For problems having m features and n training samples the model has incremental learning complexity of and average classification complexity is of the order. (shrink)

We are living in an algorithmic age where mathematics and computer science are coming together in powerful new ways to influence, shape and guide our behaviour and the governance of our societies. As these algorithmic governance structures proliferate, it is vital that we ensure their effectiveness and legitimacy. That is, we need to ensure that they are an effective means for achieving a legitimate policy goal that are also procedurally fair, open and unbiased. But how can we ensure that algorithmic (...) governance structures are both? This article shares the results of a collective intelligence workshop that addressed exactly this question. The workshop brought together a multidisciplinary group of scholars to consider barriers to legitimate and effective algorithmic governance and the research methods needed to address the nature and impact of specific barriers. An interactive management workshop technique was used to harness the collective intelligence of this multidisciplinary group. This method enabled participants to produce a framework and research agenda for those who are concerned about algorithmic governance. We outline this research agenda below, providing a detailed map of key research themes, questions and methods that our workshop felt ought to be pursued. This builds upon existing work on research agendas for critical algorithm studies in a unique way through the method of collective intelligence. (shrink)

Color conveys critical information about the flavor of food and drink by providing clues as to edibility, flavor identity, and flavor intensity. Despite the fact that more than 100 published papers have investigated the influence of color on flavor perception in humans, surprisingly little research has considered how cognitive and contextual constraints may mediate color–flavor interactions. In this review, we argue that the discrepancies demonstrated in previously-published color–flavor studies may, at least in part, reflect differences in the sensory expectations that (...) different people generate as a result of their prior associative experiences. We propose that color–flavor interactions in flavor perception cannot be understood solely in terms of the principles of multisensory integration but that the role of higher-level cognitive factors, such as expectations, must also be considered. (shrink)

Category theory has become central to certain aspects of theoretical physics. Bain has recently argued that this has significance for ontic structural realism. We argue against this claim. In so doing, we uncover two pervasive forms of category-theoretic generalization. We call these ‘generalization by duality’ and ‘generalization by categorifying physical processes’. We describe in detail how these arise, and explain their significance using detailed examples. We show that their significance is two-fold: the articulation of high-level physical concepts, and the generation (...) of new models. 1 Introduction2 Categories and Structuralism 2.1 Categories: abstract and concrete 2.2 Structuralism: simple and ontic3 Bain’s Two Strategies 3.1 A first strategy for defending Objectless 3.2 A second strategy for defending Objectless4 Two Forms of Categorical Generalization 4.1 Generalization by duality 4.2 Generalization by categorification 4.3 The role of category theory in physics5 Conclusion. (shrink)

One of the first philosophers to relate Indian philosophical thought to Western analytic philosophy, Jaysankar Lal Shaw has been reflecting on analytic themes from Indian philosophy for over 40 years. This collection of his most important writings, introduces his work and presents new ways of using Indian classical thought to approach and understand Western philosophy. By expanding, reinterpreting and reclassifying concepts and views of Indian philosophers, Shaw applies them to the main issues and theories discussed in contemporary philosophy of language (...) and epistemology. Carefully constructed, this volume of his collected writings, shows the parallels Shaw draws between core topics in both traditions, such as proper names, definite descriptions, meaning of a sentence, knowledge, doubt, inference and testimony. It captures how Shaw uses the techniques and concepts of Indian philosophers, especially the followers of the Navya-Nyaya, to address global problems like false belief, higher order knowledge and extraordinary perception. Exploring timeless ideas from Indian thought alongside major issues in contemporary philosophy, Shaw reveals how the two traditions can interact and throw light on each other, providing better solutions to philosophical problems. He has also reflected on modern issues such as freedom, morality and harmony from the classical Indian thought. Featuring a glossary and updates to his writings,The Collected Writings of Jaysankar Lal Shaw: Indian Analytic and Anglophone Philosophy also includes new work by Shaw on the relationship between Indian and analytic philosophy today. (shrink)

Collection of weekly talks, conversations, and messages delivered by Sri Sri Ravi Shankar.

​Renowned spiritual teacher, global humanitarian, and tireless advocate for peace Gurudev Sri Sri Ravi Shankar has changed the lives of millions of people around the world for the better. Yet many in the West have not been introduced to his profound and practical approach to living a spiritual life. This book will change that. In June of 1995, Gurudev began a weekly tradition of creating a short talk, often on a subject that was relevant to current events or in (...) response to questions posed by audiences at his international gatherings. What resulted were powerful words of wisdom; much celebration, laughter, lightheartedness; and messages of inspiration and encouragement. Notes for the Journey Within is a collection of those transcribed talks, spanning almost a decade. Gurudev's teachings can make a huge difference in how you live your life, interact with your family, friends, and coworkers, and understand your spiritual path and how you walk it. This extraordinary compilation of insights can help you on your journey within, to that all-encompassing love, joy, and peace at your core! (shrink)

In this rigorous investigation into the logic of truth Anil Gupta and Nuel Belnap explain how the concept of truth works in both ordinary and pathological..

Human resources are an evitable resource for achieving organizational goals. Human resources are no longer merely a factor of production but now play a crucial role in successful organizations. Every employee represents a bouquet of Competencies or talent. Many organizations view Human Resource Management as Talent Management. This study examines the relationship between talent analytics and employee retention. Talent analytics encompasses the processes, strategies, and technologies used to manage HR operations in an organization. Talent Analytics encompasses data-driven decision-making and analysis. (...) Attrition among workers is the opposite of employee retention. Talent Analytics may favourably impact several aspects of Talent Management, including recruitment, training, retention, career promotion, and redeployment. solutions. Many organisations can use historical data to forecast future outcomes. Employees who frequently visit job sites are more likely to leave the organisation for better opportunities. An employee with a large number of unresolved professional grievances may depart the organisation. Over 250 employees in the industrial sector provided feedback on the use of Talent Analytics. All of these responders are from Chennai. Data research revealed that most respondents believe Talent Analytics improves employee retention. The researcher investigated the relationship between the availability of a Talent Analytics System in a respondent's organisation and their intention to stay. (shrink)

The automatic verification of large parts of mathematics has been an aim of many mathematicians from Leibniz to Hilbert. While Gödel's first incompleteness theorem showed that no computer program could automatically prove certain true theorems in mathematics, the advent of electronic computers and sophisticated software means in practice there are many quite effective systems for automated reasoning that can be used for checking mathematical proofs. This book describes the use of a computer program to check the proofs of several celebrated (...) theorems in metamathematics including those of Gödel and Church-Rosser. The computer verification using the Boyer-Moore theorem prover yields precise and rigorous proofs of these difficult theorems. It also demonstrates the range and power of automated proof checking technology. The mechanization of metamathematics itself has important implications for automated reasoning, because metatheorems can be applied as labor-saving devices to simplify proof construction. (shrink)

Sri Aurobindo is one of the most prominent figures in the Indian Philosophy of twentieth century and yet we barely find any mention of his work in the philosophy circles. He has written extensively on metaphysics, aesthetics, and ethics. Sri Aurobindo’s work is all-encompassing and carries marks of a deep yogic insight into both the individual self (with all its parts and their integrated working) and the universe that ultimately shares a relation of identity with the individual in secret. He (...) talks about a world-process that contains evolution qualified with involution. It is one of the most unique features of Sri Aurobindo’s philosophy. He deals with the questions of ignorance also in the most satisfying way. Sri Aurobindo has an integral vision that sees everything in the movement of one and develops the methods and practices of Integral Yoga. In his yogic vision, he not only tries to solve the problems of humanity but also attempts to make a very bold move of transforming the whole earthly existence into a divine existence through one large stride. The epistemological discussion we find in his work is deeply connected with his metaphysics. He articulates the limits and extents of reason and senses and attempts to surpass them. Sri Aurobindo is not an armchair philosopher; he attempts to salvage the human condition by empowering humanity to consciously guide the march of human evolution towards a divine future. The boldness of his vision, the originality of his philosophical work is spectacular. In this paper, I will discuss his World-process, i.e. the evolution qualified with involution. I will also discuss the epistemological foundation of his philosophy, cosmology and integral yoga psychology. For the sake of clarity in understanding, the paper is divided into five major sections starting with an introduction. Integralism is a central idea in Sri Aurobindo’s philosophy and I have tried to do justice with it throughout this paper. In the end, the paper attempts to deals with three main themes—cosmology, integral yoga psychology and integral experience. All these three themes shall bring out—The integral experience of Sri Aurobindo is deeply intertwined with his cosmology and yogic psychology and shall not be seen in isolation. Integral experience of reality is also intertwined and works in tandem with his Integral Yoga. There is a yogic exploration of oneness between the self and world that informs and shapes both his philosophical and yogic endeavors. The rationale behind undertaking this study is to question whether the observations of the physical world from the standpoint of yogic experience could suggest some new theoretical framework for the metaphysical ontology of the world. Taking perspectives from the states of consciousness described by Sri Aurobindo may furnish us with a deeper understanding of the material and metaphysical character of physical categories, such as matter, energy, force, space, and time. This paper however is an introductory overview of Aurobindo’s relevance for cosmology, psychology and integral experience which provides a philosophical framework to reinterpret and arrive at a synthetic metaphysics. (shrink)

Reviving the Invisible Hand is an uncompromising call for a global return to a classical liberal economic order, free of interference from governments and international organizations. Arguing for a revival of the invisible hand of free international trade and global capital, eminent economist Deepak Lal vigorously defends the view that statist attempts to ameliorate the impact of markets threaten global economic progress and stability. And in an unusual move, he not only defends globalization economically, but also answers the cultural and (...) moral objections of antiglobalizers. Taking a broad cross-cultural and interdisciplinary approach, Lal argues that there are two groups opposed to globalization: cultural nationalists who oppose not capitalism but Westernization, and "new dirigistes" who oppose not Westernization but capitalism. In response, Lal contends that capitalism doesn't have to lead to Westernization, as the examples of Japan, China, and India show, and that "new dirigiste" complaints have more to do with the demoralization of their societies than with the capitalist instruments of prosperity. Lal bases his case on a historical account of the rise of capitalism and globalization in the first two liberal international economic orders: the nineteenth-century British, and the post-World War II American. Arguing that the "new dirigisme" is the thin edge of a wedge that could return the world to excessive economic intervention by states and international organizations, Lal does not shrink from controversial stands such as advocating the abolishment of these organizations and defending the existence of child labor in the Third World. (shrink)

Recent work suggests that DNA replication origins are regulated by the number of multiple mini‐chromosome maintenance (MCM) complexes loaded. Origins are defined by the loading of MCM – the replicative helicase which initiates DNA replication and replication kinetics determined by origin's location and firing times. However, activation of MCM is heterogeneous; different origins firing at different times in different cells. Also, more MCMs are loaded in G1 than are used in S phase. These aspects of MCM biology are explained by (...) the observation that multiple MCMs are loaded at origins. Having more MCMs at early origins makes them more likely to fire, effecting differences in origin efficiency that define replication timing. Nonetheless, multiple MCM loading raises new questions, such as how they are loaded, where these MCMs reside at origins, and how their presence affects replication timing. In this review, we address these questions and discuss future avenues of research. (shrink)

This theoretical paper takes an agency-theoretic approach to questions of corporate social responsibility (CSR). A comparison of various extant frameworks focusses on how CSR agency emerges in complex multi-agent and multi-sector stakeholder networks. The discussion considers the respective capabilities and relevance of these frameworks – culminating in an integrative CSR practice model. A short literature review of the evolution of CSR since the 1950’s provides the backdrop for understanding multi-agent cross-sectoral stakeholder coalitions as a strategic determinant of today’s organizational behavior. (...) The paper turns to Werhane’s coupling of moral imagination and systems thinking and forging stakeholder coalitions in problem contexts that were traditionally deemed intractable by for-profit organizations. However, it identifies the problem that the systems approach treats macro-agents (organizations, stakeholders) as given (“black-boxed”) and shies away from more radically re-imagining the possibilities of reassembling agency from the bottom up. Actor Network Theory (ANT) provides such a method, which strictly commits to treating organizational behavior as a product of technological, human and environmental micro-processes. ANT, however, is lacking a genuine moral deliberative stance in designing complex CSR coalitions. In an attempt to capitalize on the respective strengths of these frameworks (Systems thinking and ANT) the paper tends to a recent iterative series of “situational transactive” models that are rooted in the US pragmatist tradition and seek to capture intelligent planning processes in complex problematic contexts. The contribution proposes a new CSR practice model, which assigns specific roles to the theoretical contributions of ANT, system thinking and pragmatism in complex deliberation processes. This model can be industry-tested in a future study. (shrink)

Transcript of discourses recorded in 1991 at Art of Living International Centre, Bangalore, India.

PurposeThe purpose of this paper is to describe some of the methodological challenges of investigating privacy and ubiquitous computing in the home, particularly among the healthy elderly.Design/methodology/approachThe paper is based on focus groups with 60 senior citizens either living independently or in an assisted living facility. Prototypes of home‐based ubiquitous computing devices were created and deployed in a home‐like living lab setting; elders were brought to the lab to interact with the prototypes, then brought together in focus groups to discuss (...) their insights and concerns.FindingsInitial analyses suggest that extant metaphors of privacy may be inadequate for understanding pervasive computing in the home. Concepts of data, affective concerns, and the creation of appropriate prototypes for eliciting privacy are considered. Considerations for future studies of the elderly and privacy are made.Research limitations/implicationsThe homogeneity of the study population in terms of socioeconomic status, location, and community networks suggests that the study needs to be repeated with wider populations.Originality/valueAlthough a number of projects and studies have examined the usability of home‐based ubiquitous computing and design for aging, there has been little integration of privacy and ethical concerns into general research discourse. (shrink)

This article contributes to debates concerning the sexualization of culture in the European context by analysing shifts in contemporary forms of British women’s sexual sexual subjectivities in relation to consumer culture. The article employs a ‘heterotopological’ analysis of how space is materialized through history, power and discourse. A two-part analysis is employed that, first, maps the history of British sex shops in relation to two discourses of sexuality and consumption, namely ‘safe’ and ‘seedy’; and second, analyses how these discourses can (...) be taken up and negotiated by young women today, as evidenced in a focus group discussion on ‘Ann Summers’. It concludes that new directions and interesting insights into the intersections of space, power, gender and sexuality within neoliberal postfeminist shifts in feminine identity can be made by considering female-oriented sex shops as ‘postfeminist heterotopias’. (shrink)

How realistic is it to adopt a quantum random walk model to account for decisions involving two choices? Here, we discuss the neural plausibility and the effect of initial state and boundary thresholds on such a model and contrast it with various features of the classical random walk model of decision making.

National and international guidelines outlining ethical conduct in research involving humans and animals have evolved into large and complex documents making the process of gaining ethics approval a complicated task for researchers in the area. Researchers, in particular those who are relatively new to the ethics approval process, can struggle to understand the parts of an ethics guideline that apply to their research and the nature of their ethical obligations to trial participants. With the scope of medical research likely to (...) continue to expand in the future, it is clear that ethics guidelines will only increase in complexity and number. This paper describes one possible solution to the problem: the use of an internet-based expert system to intelligently and interactively distribute the information stored in ethics guidelines to individual researchers. This paper also details how one such system was designed and tested with respect to Australian medical research ethics guidelines. (shrink)

The hidden brain has its finger on the scale when we make all of our most complex and important decisions – it decides who we fall in love with, whether we should convict someone of murder, or which way to run when someone yells “fire ...

This book offers a novel account of the relationship of experience to knowledge. The account builds on the intuitive idea that our ordinary perceptual judgments are not autonomous, that an interdependence obtains between our view of the world and our perceptual judgments. Anil Gupta shows in this important study that this interdependence is the key to a satisfactory account of experience. He uses tools from logic and the philosophy of language to argue that his account of experience makes available (...) an attractive and feasible empiricism. (shrink)

This article is a Gadamer-Perelman's debate. The author points out the limits of the gadamerian's hermeneutic conception of philosophy and criticizes this conception from Perelman's new rhetoric point of view. Instead of speaking of truth as an ontological originary experience, the rhetorical foundation of philosophy allows us to say that in philosophy the important is the contrastation and the confrontation of criteria and that, for that reason, philosophy is above all characterized by discussibility.

In what follows, I question anger’s value for social activism and discourse. I focus on two little discussed aspects of anger. I argue that these aspects reflect problematic philosophical understandings that may be more serious than perhaps most events which are thought to give rise to anger. I will also argue that the functional value of anger is (at best) questionable given the role other, less damaging, human emotions are capable of playing in producing good outcomes. Additionally, I argue that (...) one need not deny the functional value of anger altogether to reject its overall importance for motivating moral action. (shrink)

Soil is fragile and nonrenewable but the most basic of natural resources. It has a capacity to tolerate continuous use but only with proper management. Improper soil management and indiscriminate use of chemicals have contributed to some severe global environmental issues, e.g., volatilization losses and contamination of natural waters by sediments and agricultural fertilizers and pesticides. The increasing substitution of energy for labor and other cultural inputs in agriculture is another issue. Fertilizers and chemicals account for about 25% of the (...) production energy investment in agriculture. An additional 60% is accounted for by machinery, gasoline, electricity, and power-related inputs. Fertilizer additions to cropland are not utilized fully and significant amounts, depending on conditions, are either lost in surface runoff or leached into the ground water. The annual discharge of dissolved solids from agricultural lands to the waterways in the USA is substantial. The increasing use of herbicides in agriculture is a threat to the quality of surface and ground water, although this threat is dependent upon both the chemistry of the compound and the ecosystem in which it is used. Especially within the Third World, development of an environmental ethic and environmental laws have not kept pace with the increase in pesticide use. Above all is the severe and global problem of soil degradation currently occurring at the rate of five to seven million hectares per year. The policy and moral aspects of these issues are discussed. (shrink)

Although recognized as one of the principal sources of inspiration for the Indian environmental movement, Gandhi would have been profoundly uneasy with many of the most radical strands of ecology in the West, such as social ecology, ecofeminism, and even deep ecology. He was in every respect an ecological thinker, indeed an ecological being: the brevity of his enormous writings, his everyday bodily practices, his observance of silence, his abhorrence of waste, and his cultivation of the small as much as (...) the big all equally point to an extraordinarily expansive notion of ecological awareness. (shrink)

This article will examine the role of imperial maps, Christian mission, shared memories and collective consciousness in the formation of Mizo identity. Arguing that imperial maps, supposedly based upon objective European science, were meant to suit specific purposes and were laden with deeper agendas, this article will maintain that other aspiring maps also depicted conflicting claims to territory and overlooked specific details rather than giving factual descriptions. This article will look at how borders and boundaries thus constructed have actual impacts (...) upon the people, places and spaces they divide and include. It will particularly deal with the aspirations of the Mizo Christians who embraced Christianity during the colonial period, and how they are ‘in India’ but often feel ‘not of India’, and will interrogate the Biblical and historical dimensions of their mental maps. (shrink)